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Asymptotically Efficient Estimation of the Derivative of the Invariant Density
Authors:Arnak S Dalalyan  Yury A Kutoyants
Institution:(1) Laboratoire de Statistique et Processus, Université du Maine, Avenue Messiaen, 72085 Le Mans, Cedex 9, France
Abstract:The problem of estimation of the derivative of the invariant density is considered for a one-dimensional ergodic diffusion process. The lower minimax bound on the L 2-type risk of all estimators is proposed and an asymptotically efficient (up to the constant) in the sense of this bound kernel-type estimator is constructed.
Keywords:ergodic diffusion  invariant density  derivative estimation  asymptotical efficiency  Pinsker's constant
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